{
 "cells": [
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-07T13:59:28.396492Z",
     "start_time": "2025-01-07T13:59:28.393149Z"
    }
   },
   "cell_type": "code",
   "source": "from matplotlib import pyplot as plt",
   "id": "7b0971a18622b766",
   "outputs": [],
   "execution_count": 128
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "### 折线图",
   "id": "df3befc3a105f85e"
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "##### 画布尺寸，坐标轴刻度设置，设置显示中文，折点形状，折线颜色、透明度、形状、宽度设置",
   "id": "ea71b36616070cba"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-07T13:59:28.585576Z",
     "start_time": "2025-01-07T13:59:28.448617Z"
    }
   },
   "cell_type": "code",
   "source": [
    "from matplotlib import pyplot as plt\n",
    "from matplotlib import font_manager\n",
    "x = range(1,11) # x轴的位置\n",
    "y = [17,16,17,15,14,12,14,15,16,13]\n",
    " # 传入x和y, 通过plot画折线图\n",
    "plt.figure(figsize=(20,8),dpi=80)#  #设置画布对象，figsize中对应的单位是英寸，dpi是每英寸有多少像素点\n",
    "# 设置x轴的刻度\n",
    "plt.xticks(x)\n",
    "plt.xticks(range(1,8))\n",
    " # 设置y轴的刻度\n",
    "plt.yticks(y)\n",
    "plt.yticks(range(min(y),max(y)+1))\n",
    " # 构造x轴刻度标签\n",
    "x_ticks_label = [f\"Day{i}\" for i in x]\n",
    "# rotation = 45 让字旋转45度\n",
    "plt.xticks(x,x_ticks_label,rotation = 45)\n",
    " # 设置y轴的刻度标签\n",
    "y_ticks_label = [f\"{i}摄氏度\" for i in range(min(y),max(y)+1)]\n",
    "my_font = font_manager.FontProperties(fname=r'C:\\Windows\\Fonts\\simsun.ttc',size=18)# 设置字体\n",
    "plt.yticks(range(min(y),max(y)+1),y_ticks_label,fontproperties=my_font)# 设置y轴刻度标签的字体\n",
    "plt.plot(x, y,marker='o', color='red',alpha=0.5,linestyle='-.',linewidth=3)# 设置折点形状以及折线的各种参数，并绘图\n",
    "# 设置标题和标签的字体\n",
    "plt.xlabel(\"日期\", fontproperties=my_font)\n",
    "plt.ylabel(\"温度\", fontproperties=my_font)\n",
    "plt.title(\"一周的温度变化\", fontproperties=my_font)\n",
    "plt.show()\n",
    "# plt.savefig('./t1.png') # 将图片保存为png文件，也可以使用t1.svg保存为矢量图"
   ],
   "id": "acfef14f6c88efe",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 129
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "##### 一图多线",
   "id": "91971a2bd9d2340d"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-07T13:59:28.693036Z",
     "start_time": "2025-01-07T13:59:28.586576Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x=range(0,4)\n",
    "y1 = [i for i in x]\n",
    "y2 = [i ** 2 for i in x]\n",
    "y3 = [i ** 3 for i in x]\n",
    "my_font = font_manager.FontProperties(fname=r'C:\\Windows\\Fonts\\simsun.ttc',size=18)# 设置字体\n",
    "plt.figure( figsize=(20, 8), dpi=80 )\n",
    "plt.plot( x, y1, color='red', label='x' )\n",
    "plt.plot( x, y2, color='blue', label='x平方')\n",
    "plt.plot( x, y3, color='green', label='x立方')\n",
    "xtick_labels = [f\"{i}\" for i in x]\n",
    "plt.xticks(x, xtick_labels, fontproperties=my_font)\n",
    "plt.grid( alpha=0.5)\n",
    "plt.legend(prop=my_font,loc='upper right')\n",
    "plt.show()"
   ],
   "id": "cfd2f81020179948",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 130
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "##### 一图多个坐标系子图",
   "id": "89650d19a451f3aa"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-07T13:59:29.133650Z",
     "start_time": "2025-01-07T13:59:28.694144Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import numpy as np\n",
    "x = np.arange(1, 100) #划分子图\n",
    "fig=plt.figure(figsize=(20,10),dpi=80) # 设置画布\n",
    "fig,axes=plt.subplots(2,2)\n",
    "ax1=axes[0,0]\n",
    "ax2=axes[0,1]\n",
    "ax3=axes[1,0]\n",
    "ax4=axes[1,1]\n",
    "ax1.plot(x, x) # 作图 1\n",
    "ax1.grid(color='r', linestyle='--', linewidth=1,alpha=0.3)\n",
    "ax2.plot(x,-x) # 作图 2\n",
    "ax2.grid(color='r', linestyle='--', linewidth=1,alpha=0.3)\n",
    "ax3.plot(x, x**2)\n",
    "ax3.grid(color='r', linestyle='--', linewidth=1,alpha=0.3)\n",
    "ax4.plot(x,np.log(x))# 作图 4\n",
    "ax4.grid(color='r', linestyle='--', linewidth=1,alpha=0.3)\n",
    "plt.show()"
   ],
   "id": "95517431edc8b7ab",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 131
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-07T13:59:29.328880Z",
     "start_time": "2025-01-07T13:59:29.134650Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = np.arange(1,100)\n",
    "#新建figure对象\n",
    "fig=plt.figure(figsize=(20,10),dpi=80) #新建子图 1\n",
    "ax1=fig.add_subplot(2,2,1)\n",
    "ax1.plot(x, x)\n",
    "#新建子图2\n",
    "ax3=fig.add_subplot(2,2,2)\n",
    "ax3.plot(x, x**2)\n",
    "ax3.grid(color='r', linestyle='--', linewidth=1,alpha=0.3)\n",
    "# 新建子图3\n",
    "ax4=fig.add_subplot(2,2,3)\n",
    "ax4.plot(x, np.log(x))\n",
    "plt.show()"
   ],
   "id": "7cf8ea802dcec44b",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 3 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 132
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "### 散点图",
   "id": "51a21502e6d36d4a"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-07T13:59:29.461292Z",
     "start_time": "2025-01-07T13:59:29.329880Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 数据\n",
    "x = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]  # x 轴数据\n",
    "y = [12,12,14,15,16,16,15,16,17,18]  # y 轴数据\n",
    "# 设置画布\n",
    "plt.figure(figsize=(10,6), dpi=80)\n",
    "# 绘制散点图\n",
    "plt.scatter(x, y, color='blue', label='日平均气温值', s=50, alpha=0.5)  # s 是点的大小，alpha 是透明度\n",
    "# 设置标题和坐标轴标签\n",
    "my_font = font_manager.FontProperties(fname=r'C:\\Windows\\Fonts\\simsun.ttc',size=18)# 设置字体\n",
    "plt.title(\"散点图\", fontsize=16, fontproperties=my_font)\n",
    "xtick_labels = [f'Day{i}'for i in x]\n",
    "plt.xticks( x, xtick_labels)\n",
    "plt.xlabel(\"日期\", fontsize=14, fontproperties=my_font)\n",
    "plt.ylabel(\"温度\", fontsize=14, fontproperties=my_font)\n",
    "# 添加网格\n",
    "plt.grid(alpha=0.4)\n",
    "# 添加图例\n",
    "plt.legend(prop=my_font,loc='upper left')\n",
    "plt.show()"
   ],
   "id": "8bcdf82028b5e0a1",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 800x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 133
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "### 条形图",
   "id": "6475e889c914850e"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-07T13:59:29.562093Z",
     "start_time": "2025-01-07T13:59:29.462323Z"
    }
   },
   "cell_type": "code",
   "source": [
    "my_font = font_manager.FontProperties(fname=r'C:\\Windows\\Fonts\\simsun.ttc',size=16)\n",
    "a = ['流浪地球','疯狂的外星人','飞驰人生','大黄蜂','熊出没·原始时代','新喜剧之王']\n",
    "b = [38.13,19.85,14.89,11.36,6.47,5.93]\n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "# 绘制条形图的方法\n",
    "width=0.3 #条形的宽度\n",
    "rects = plt.bar(range(len(a)),b,width=0.3,color='b')\n",
    "plt.xticks(range(len(a)),a,fontproperties=my_font,rotation=45)\n",
    "# 在条形图上加标注(水平居中)\n",
    "for rect in rects:\n",
    "    height = rect.get_height()\n",
    "    plt.text(rect.get_x() + rect.get_width() / 2, height+0.3, str(height),ha=\"center\")\n",
    "plt.show()"
   ],
   "id": "b323e1e301b6137d",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 134
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "### 直方图",
   "id": "a4fac362d38b6e9"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-07T13:59:29.689722Z",
     "start_time": "2025-01-07T13:59:29.563093Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 生成随机数据\n",
    "data = np.random.randn(1000)  # 生成 1000 个符合标准正态分布的随机数\n",
    "# 创建画布\n",
    "plt.figure(figsize=(10, 6), dpi=80)\n",
    "# 绘制直方图\n",
    "plt.hist(data, bins=30, color='blue', alpha=0.7, edgecolor='black')\n",
    "my_font = font_manager.FontProperties(fname=r'C:\\Windows\\Fonts\\simsun.ttc',size=18)# 设置字体\n",
    "# 设置标题和坐标轴标签\n",
    "plt.title(\"直方图\", fontsize=16, fontproperties=my_font)\n",
    "plt.xlabel(\"数值\", fontsize=14, fontproperties=my_font)\n",
    "plt.ylabel(\"频率\", fontsize=14, fontproperties=my_font)\n",
    "# 添加网格\n",
    "plt.grid(alpha=0.4)\n",
    "# 显示图形\n",
    "plt.show()"
   ],
   "id": "462402fa19610d4",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 800x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 135
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "##### 叠加直方图",
   "id": "368558f11ca3de4b"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-07T13:59:29.834501Z",
     "start_time": "2025-01-07T13:59:29.690721Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 生成随机数据\n",
    "data1 = np.random.randn(1000)  # 第一组数据\n",
    "data2 = np.random.randn(1000) + 2  # 第二组数据，整体向右偏移\n",
    "# 创建画布\n",
    "plt.figure(figsize=(10, 6), dpi=80)\n",
    "my_font = font_manager.FontProperties(fname=r'C:\\Windows\\Fonts\\simsun.ttc',size=18)# 设置字体\n",
    "# 绘制直方图\n",
    "plt.hist(data1, bins=30, color='blue', alpha=0.5, edgecolor='black', label='数据1')\n",
    "plt.hist(data2, bins=30, color='red', alpha=0.5, edgecolor='black', label='数据2')\n",
    "# 设置标题和坐标轴标签\n",
    "plt.title(\"叠加直方图\", fontsize=16,fontproperties=my_font)\n",
    "plt.xlabel(\"数值\", fontsize=14,fontproperties=my_font)\n",
    "plt.ylabel(\"频率\", fontsize=14,fontproperties=my_font)\n",
    "# 添加网格\n",
    "plt.grid(alpha=0.4)\n",
    "# 显示图例\n",
    "plt.legend(prop=my_font, loc='upper right')\n",
    "plt.show()"
   ],
   "id": "3aa93f3ea20f72d4",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 800x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 136
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "### 饼状图",
   "id": "891674b28331fe30"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-07T13:59:29.915743Z",
     "start_time": "2025-01-07T13:59:29.835507Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 数据\n",
    "labels = ['A', 'B', 'C', 'D']  # 类别标签\n",
    "sizes = [15, 30, 45, 10]       # 各类别的比例\n",
    "colors = ['gold', 'lightcoral', 'lightskyblue', 'lightgreen']  # 颜色\n",
    "# 创建画布\n",
    "plt.figure(figsize=(8, 8), dpi=80)\n",
    "# 绘制饼状图\n",
    "plt.pie(sizes, labels=labels, colors=colors,\n",
    "        autopct='%1.1f%%', shadow=True, startangle=0)\n",
    "# 添加图例\n",
    "plt.legend(labels, loc='upper right')\n",
    "# 设置标题\n",
    "plt.title(\"饼状图\", fontsize=16,fontproperties=my_font)\n",
    "plt.show()"
   ],
   "id": "fd0724f19fc81f90",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 137
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "##### 运用explore方法使某一部分突出",
   "id": "960aa27b19b0a782"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-07T13:58:00.749055Z",
     "start_time": "2025-01-07T13:58:00.672300Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 数据\n",
    "labels = ['A', 'B', 'C', 'D']  # 类别标签\n",
    "sizes = [15, 30, 45, 10]       # 各类别的比例\n",
    "colors = ['gold', 'lightcoral', 'lightskyblue', 'lightgreen']  # 颜色\n",
    "explode = (0, 0.1, 0, 0)       # 突出显示某一部分,0.1表示突出程度\n",
    "\n",
    "# 创建画布\n",
    "plt.figure(figsize=(8, 8), dpi=80)\n",
    "\n",
    "# 绘制饼状图\n",
    "plt.pie(sizes, explode=explode, labels=labels, colors=colors,\n",
    "        autopct='%1.1f%%', shadow=True, startangle=180)\n",
    "\n",
    "# 添加图例\n",
    "plt.legend(labels, loc='upper right')\n",
    "\n",
    "# 设置标题\n",
    "plt.title(\"饼状图\", fontsize=16,fontproperties=my_font)\n",
    "plt.show()\n",
    "\"\"\"\n",
    "绘 制饼图\n",
    "explode： 设 置 各 部 分 突 出\n",
    "label: 设 置 各 部 分 标 签\n",
    "labeldistance:设置标签文本距圆心位置，1.1表示1.1倍半径\n",
    "autopct： 设 置 圆 里 面 文 本\n",
    "shadow：设置是否有阴影\n",
    "startangle：起始角度，默认从0开始逆时针转\n",
    "pctdistance：设置圆内文本距圆心距离返回值\n",
    "l_text：圆内部文本，\n",
    "matplotlib.text.Text object\n",
    " p_text：圆外部文本\n",
    " \"\"\""
   ],
   "id": "fa0c43a302660099",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 127
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
